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Production ML

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Understanding Retrieval-Augmented Generation: Architecture, Pitfalls, and Production Lessons
AI & Machine Learning14 min read

Understanding Retrieval-Augmented Generation: Architecture, Pitfalls, and Production Lessons

RAG is the most deployed LLM pattern in production today. After building RAG systems for 18 months, here are the architectural decisions that matter and the mistakes that don't show up until scale.

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The Real Cost of Running LLMs in Production: A Breakdown
AI & Machine Learning10 min read

The Real Cost of Running LLMs in Production: A Breakdown

Token costs are just the tip of the iceberg. After running LLM workloads in production for a year, here's where the money actually goes — and how to cut costs without cutting quality.

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Building Reliable AI Pipelines: Lessons from 50 Production Failures
AI & Machine Learning13 min read

Building Reliable AI Pipelines: Lessons from 50 Production Failures

AI systems fail differently than traditional software. After investigating 50 production incidents across ML systems, here are the patterns — and the engineering practices that prevent them.

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